2014 | OriginalPaper | Buchkapitel
Hardware Approach for Generating b-detectors by Immune-Based Algorithms
verfasst von : Maciej Brzozowski, Andrzej Chmielewski
Erschienen in: Computer Information Systems and Industrial Management
Verlag: Springer Berlin Heidelberg
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The most interesting feature of negative selection algorithms is ability for detecting novel, never met anomalies. This is especially important in security systems like intrusion detection, spam, virus detection, etc. However, the main problem is scalability which occurs for both: binary and real-valued representation. This paper describes a hardware implementations of the process of generating
b
-detectors which allows for a fast generation the receptors as well as a very fast recognition of anomalies in high-dimensional datasets.